Apnea Detection on SHHS 5% labeled data 1.0 (test)
99.37AccuracySynthSleepNet+TCM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 99.37 | 73.47 | 0.47 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 99.27 | 71.7 | 0.44 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 99.27 | 71.66 | 0.43 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 99.07 | 68.72 | 0.38 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 97.98 | 60.42 | 0.21 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 96.89 | 56.8 | 0.15 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 96.12 | 55.08 | 0.12 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 95.8 | 54.64 | 0.01 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 95 | 53.53 | 0.09 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 90.31 | 50 | 0.05 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 88.89 | 49.2 | 0.04 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + ECG12025.02 | 85.95 | 47.92 | 0.03 |